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SeminarPast EventNeuroscience

Learning with less labels for medical image segmentation

Mehrtash Harandi

Dr

Monash University

Schedule
Wednesday, August 3, 2022

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Schedule

Thursday, August 4, 2022

6:30 AM Australia/Melbourne

Host: Ad hoc

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Event Information

Domain

Neuroscience

Original Event

View source

Host

Ad hoc

Duration

70 minutes

Abstract

Accurate segmentation of medical images is a key step in developing Computer-Aided Diagnosis (CAD) and automating various clinical tasks such as image-guided interventions. The success of state-of-the-art methods for medical image segmentation is heavily reliant upon the availability of a sizable amount of labelled data. If the required quantity of labelled data for learning cannot be reached, the technology turns out to be fragile. The principle of consensus tells us that as humans, when we are uncertain how to act in a situation, we tend to look to others to determine how to respond. In this webinar, Dr Mehrtash Harandi will show how to model the principle of consensus to learn to segment medical data with limited labelled data. In doing so, we design multiple segmentation models that collaborate with each other to learn from labelled and unlabelled data collectively.

Topics

Computer-Aided Diagnosiscollaborative learningconsensus principledata scarcityimage-guided interventionslabelled datamedical image segmentationmedical imaging segmentationsegmentation modelsunlabelled data

About the Speaker

Mehrtash Harandi

Dr

Monash University

Contact & Resources

No additional contact information available

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